Krmiljenje moči laserskega varjenja na osnovi konvolucijske nevronske mreže : magistrsko delo magistrskega študijskega programa II. stopnje Strojništvo

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Krmiljenje moči laserskega varjenja na osnovi konvolucijske nevronske mreže : magistrsko delo magistrskega študijskega programa II. stopnje Strojništvo

Božič, Alex

V magistrskem delu razvijemo krmilnik moči varilnega laserja z maksimalno močjo 400 W na osnovi slikovnih zaznaval, kjer proces varjenja sprotno ocenjujemo s pomočjo konvolucijske nevronske mreže. Na ... podlagi naučenih modelov s skupno točnostjo 94% na testnih podatkih smo sposobni oceniti vnos energije v pločevino iz nerjavečega jekla AISI 304 s skupno debelino prekrivnih pločevin 1,5 mm. Krmilnik je s pomočjo CNN-modela in PID-krmilnika zmožen krmiliti moč laserja, pri čemer je vselej poudarek na odzivnosti in stabilnosti sistema. Krmilnik se pri določenih parametrih stabilizira že v 0,46 s. S pomočjo dodatnih testov nakažemo smer nadaljnjega dela za izboljšavo in pohitritev krmilnika.

Type of material - master's thesis ; adult, serious

Publication and manufacture - Ljubljana : [A. Božič], 2019

Language - slovenian

COBISS.SI-ID - 16956443

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Repository of the University of Ljubljana – RUL

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Other authors
Jezeršek, Matija | Sadikov, Aleksander, računalništvo

Availability in libraries

Library/institution	City	Acronym	For loan	Other holdings
Faculty of Mechanical Engineering, Ljubljana	Ljubljana	FSLJ	reading room 1 cop.

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Year	Impact factor		Edition		Category		Classification
Year	JCR	SNIP	JCR	SNIP	JCR	SNIP	JCR	SNIP

Links to authors' personal bibliographies	Links to information on researchers in the SICRIS system
Božič, Alex
Jezeršek, Matija	21238
Sadikov, Aleksander, računalništvo	20389

Source: Personal bibliographies and: SICRIS

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